Efficacy of Gaussian smoothing in Canny edge detector

The authors examine the efficacy of the noise-filtering stage in the Canny edge detector using the receiver operating characteristic paradigm and find that omitting the filtering stage can give superior results. They conclude that the non-maximal suppression stage is mainly responsible for the success of the Canny detector.